Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	2196
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	474.9 KiB
Average record size in memory	221.4 B

Variable types

Categorical	2
Numeric	12

Alerts

`Hb` is highly overall correlated with `Sex`	High correlation
`RBC` is highly overall correlated with `MCHC`	High correlation
`MCHC` is highly overall correlated with `RBC`	High correlation
`hbA` is highly overall correlated with `Thalassemia Type`	High correlation
`hbA2` is highly overall correlated with `Thalassemia Type`	High correlation
`Sex` is highly overall correlated with `Hb`	High correlation
`Thalassemia Type` is highly overall correlated with `hbA` and 1 other fields	High correlation

Reproduction

Analysis started	2023-10-22 09:51:03.601831
Analysis finished	2023-10-22 09:51:18.654452
Duration	15.05 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Sex
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	124.5 KiB

M	1268
F	928

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2196
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	F
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	1268	57.7%
F	928	42.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	1268	57.7%
f	928	42.3%

Most occurring characters

Value	Count	Frequency (%)
M	1268	57.7%
F	928	42.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2196	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	1268	57.7%
F	928	42.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2196	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	1268	57.7%
F	928	42.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2196	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	1268	57.7%
F	928	42.3%

Age
Real number (ℝ)

Distinct	1593
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.46393

Minimum	4.55
Maximum	49.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	4.55
5-th percentile	5.6975
Q1	10.0975
median	19.135
Q3	27.5525
95-th percentile	42.7925
Maximum	49.91
Range	45.36
Interquartile range (IQR)	17.455

Descriptive statistics

Standard deviation	11.466336
Coefficient of variation (CV)	0.56031933
Kurtosis	-0.57523925
Mean	20.46393
Median Absolute Deviation (MAD)	8.77
Skewness	0.56689914
Sum	44938.79
Variance	131.47685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.16	6	0.3%
8.03	5	0.2%
22.99	5	0.2%
20.54	5	0.2%
12.5	4	0.2%
7.03	4	0.2%
5.03	4	0.2%
6.89	4	0.2%
10.07	4	0.2%
12.62	4	0.2%
Other values (1583)	2151	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.55	3	0.1%
4.56	1	< 0.1%
4.59	1	< 0.1%
4.6	2	0.1%
4.61	1	< 0.1%
4.64	1	< 0.1%
4.65	2	0.1%
4.68	1	< 0.1%
4.69	3	0.1%
4.71	2	0.1%

Value	Count	Frequency (%)
49.91	1	< 0.1%
49.89	1	< 0.1%
49.87	1	< 0.1%
49.84	1	< 0.1%
49.7	1	< 0.1%
49.52	1	< 0.1%
49.49	1	< 0.1%
49.47	1	< 0.1%
48.84	1	< 0.1%
48.77	1	< 0.1%

Hb
Real number (ℝ)

HIGH CORRELATION

Distinct	298
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5862158

Minimum	7.01
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	7.01
5-th percentile	7.26
Q1	8.07
median	8.57
Q3	9.14
95-th percentile	9.87
Maximum	10
Range	2.99
Interquartile range (IQR)	1.07

Descriptive statistics

Standard deviation	0.76809982
Coefficient of variation (CV)	0.089457316
Kurtosis	-0.77498795
Mean	8.5862158
Median Absolute Deviation (MAD)	0.53
Skewness	-0.032283554
Sum	18855.33
Variance	0.58997734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.6	20	0.9%
8.24	19	0.9%
8.17	19	0.9%
8.09	18	0.8%
8.5	16	0.7%
8.28	16	0.7%
8.89	16	0.7%
8.27	15	0.7%
8.87	15	0.7%
8.11	15	0.7%
Other values (288)	2027	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.01	4	0.2%
7.02	3	0.1%
7.03	6	0.3%
7.04	3	0.1%
7.05	3	0.1%
7.06	5	0.2%
7.07	8	0.4%
7.08	5	0.2%
7.09	6	0.3%
7.1	2	0.1%

Value	Count	Frequency (%)
10	5	0.2%
9.99	14	0.6%
9.98	10	0.5%
9.97	7	0.3%
9.96	10	0.5%
9.95	10	0.5%
9.94	7	0.3%
9.93	11	0.5%
9.92	1	< 0.1%
9.91	11	0.5%

PCV
Real number (ℝ)

Distinct	1068
Distinct (%)	48.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.864677

Minimum	20.18
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	20.18
5-th percentile	23.3775
Q1	27.03
median	30.07
Q3	33.0225
95-th percentile	35.3425
Maximum	36
Range	15.82
Interquartile range (IQR)	5.9925

Descriptive statistics

Standard deviation	3.7236334
Coefficient of variation (CV)	0.12468353
Kurtosis	-0.81862395
Mean	29.864677
Median Absolute Deviation (MAD)	2.99
Skewness	-0.27639038
Sum	65582.83
Variance	13.865445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.24	7	0.3%
32.38	7	0.3%
32.22	7	0.3%
25.8	7	0.3%
25.67	6	0.3%
27.8	6	0.3%
32.16	6	0.3%
29.36	6	0.3%
32.71	6	0.3%
30.69	6	0.3%
Other values (1058)	2132	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.18	1	< 0.1%
20.21	1	< 0.1%
20.32	1	< 0.1%
20.34	1	< 0.1%
20.4	1	< 0.1%
20.48	1	< 0.1%
20.68	1	< 0.1%
20.69	1	< 0.1%
20.75	1	< 0.1%
20.85	1	< 0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
35.99	1	< 0.1%
35.98	1	< 0.1%
35.96	1	< 0.1%
35.95	4	0.2%
35.94	1	< 0.1%
35.9	2	0.1%
35.89	3	0.1%
35.88	1	< 0.1%
35.87	1	< 0.1%

RBC
Real number (ℝ)

HIGH CORRELATION

Distinct	301
Distinct (%)	13.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.9847745

Minimum	1.5
Maximum	4.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	1.5
5-th percentile	1.647
Q1	2.22
median	3
Q3	3.725
95-th percentile	4.34
Maximum	4.5
Range	3
Interquartile range (IQR)	1.505

Descriptive statistics

Standard deviation	0.86763332
Coefficient of variation (CV)	0.29068639
Kurtosis	-1.2197633
Mean	2.9847745
Median Absolute Deviation (MAD)	0.75
Skewness	-0.0033834597
Sum	6551.58
Variance	0.75278759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.6	15	0.7%
1.98	15	0.7%
2.59	15	0.7%
3.42	14	0.6%
3	13	0.6%
3.84	13	0.6%
1.91	13	0.6%
3.2	13	0.6%
3.24	12	0.5%
3.11	12	0.5%
Other values (291)	2060	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	2	0.1%
1.51	6	0.3%
1.52	6	0.3%
1.53	9	0.4%
1.54	7	0.3%
1.55	7	0.3%
1.56	10	0.5%
1.57	10	0.5%
1.58	7	0.3%
1.59	7	0.3%

Value	Count	Frequency (%)
4.5	5	0.2%
4.49	6	0.3%
4.48	4	0.2%
4.47	9	0.4%
4.46	4	0.2%
4.45	4	0.2%
4.44	8	0.4%
4.43	6	0.3%
4.42	4	0.2%
4.41	6	0.3%

MCV
Real number (ℝ)

Distinct	1793
Distinct (%)	81.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.952691

Minimum	22.58
Maximum	84.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	22.58
5-th percentile	33.5875
Q1	49.925
median	62.42
Q3	73.7825
95-th percentile	82.915
Maximum	84.96
Range	62.38
Interquartile range (IQR)	23.8575

Descriptive statistics

Standard deviation	15.410262
Coefficient of variation (CV)	0.25282332
Kurtosis	-0.83839592
Mean	60.952691
Median Absolute Deviation (MAD)	11.825
Skewness	-0.3522209
Sum	133852.11
Variance	237.47616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.18	5	0.2%
59.39	4	0.2%
72.65	4	0.2%
52.79	3	0.1%
74.58	3	0.1%
84.63	3	0.1%
71.36	3	0.1%
76.23	3	0.1%
73.77	3	0.1%
52.52	3	0.1%
Other values (1783)	2162	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.58	1	< 0.1%
22.79	1	< 0.1%
23.99	1	< 0.1%
24.32	1	< 0.1%
24.61	1	< 0.1%
24.85	1	< 0.1%
25.14	1	< 0.1%
25.25	1	< 0.1%
25.44	1	< 0.1%
25.51	1	< 0.1%

Value	Count	Frequency (%)
84.96	1	< 0.1%
84.91	1	< 0.1%
84.89	1	< 0.1%
84.88	1	< 0.1%
84.85	1	< 0.1%
84.84	2	0.1%
84.83	1	< 0.1%
84.81	1	< 0.1%
84.8	1	< 0.1%
84.77	1	< 0.1%

MCH
Real number (ℝ)

Distinct	954
Distinct (%)	43.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	21.352756

Minimum	16.01
Maximum	26.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	16.01
5-th percentile	16.567
Q1	18.56
median	21.33
Q3	24.07
95-th percentile	26.416
Maximum	26.99
Range	10.98
Interquartile range (IQR)	5.51

Descriptive statistics

Standard deviation	3.1699432
Coefficient of variation (CV)	0.14845592
Kurtosis	-1.220649
Mean	21.352756
Median Absolute Deviation (MAD)	2.76
Skewness	0.06658254
Sum	46869.3
Variance	10.04854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.58	8	0.4%
18.94	7	0.3%
17.66	7	0.3%
24.01	7	0.3%
19.72	6	0.3%
25.28	6	0.3%
20.46	6	0.3%
16.6	6	0.3%
18.15	6	0.3%
25.22	6	0.3%
Other values (944)	2130	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.01	1	< 0.1%
16.02	2	0.1%
16.03	2	0.1%
16.04	3	0.1%
16.05	2	0.1%
16.06	1	< 0.1%
16.07	6	0.3%
16.08	3	0.1%
16.09	1	< 0.1%
16.1	1	< 0.1%

Value	Count	Frequency (%)
26.99	1	< 0.1%
26.98	1	< 0.1%
26.97	2	0.1%
26.96	3	0.1%
26.95	2	0.1%
26.94	4	0.2%
26.93	1	< 0.1%
26.92	3	0.1%
26.91	4	0.2%
26.89	3	0.1%

MCHC
Real number (ℝ)

HIGH CORRELATION

Distinct	1444
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.576662

Minimum	16.03
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	16.03
5-th percentile	18.3475
Q1	21.94
median	27.655
Q3	33.395
95-th percentile	43.23
Maximum	60
Range	43.97
Interquartile range (IQR)	11.455

Descriptive statistics

Standard deviation	7.8988722
Coefficient of variation (CV)	0.2764099
Kurtosis	0.49851806
Mean	28.576662
Median Absolute Deviation (MAD)	5.725
Skewness	0.79270202
Sum	62754.35
Variance	62.392182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.24	7	0.3%
33.95	5	0.2%
32.06	5	0.2%
32.17	5	0.2%
18.8	5	0.2%
25.95	5	0.2%
20	5	0.2%
32.03	5	0.2%
19.05	5	0.2%
19.25	4	0.2%
Other values (1434)	2145	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.03	1	< 0.1%
16.78	1	< 0.1%
16.86	1	< 0.1%
16.88	1	< 0.1%
16.94	1	< 0.1%
17	1	< 0.1%
17.02	2	0.1%
17.22	1	< 0.1%
17.29	1	< 0.1%
17.32	1	< 0.1%

Value	Count	Frequency (%)
60	1	< 0.1%
58.54	1	< 0.1%
57.77	1	< 0.1%
57.2	1	< 0.1%
56.89	1	< 0.1%
56.85	1	< 0.1%
56.49	1	< 0.1%
56.35	1	< 0.1%
56.17	1	< 0.1%
55.77	1	< 0.1%

RDW
Real number (ℝ)

Distinct	669
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.510824

Minimum	30
Maximum	37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	30
5-th percentile	30.34
Q1	31.75
median	33.565
Q3	35.26
95-th percentile	36.6525
Maximum	37
Range	7
Interquartile range (IQR)	3.51

Descriptive statistics

Standard deviation	2.014409
Coefficient of variation (CV)	0.060112188
Kurtosis	-1.1669345
Mean	33.510824
Median Absolute Deviation (MAD)	1.725
Skewness	-0.030327128
Sum	73589.77
Variance	4.0578435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.43	11	0.5%
36.57	10	0.5%
35.27	10	0.5%
30.42	9	0.4%
33.8	9	0.4%
33.6	8	0.4%
31.17	8	0.4%
30.37	8	0.4%
33.47	8	0.4%
33.48	8	0.4%
Other values (659)	2107	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	3	0.1%
30.01	3	0.1%
30.02	5	0.2%
30.03	5	0.2%
30.04	2	0.1%
30.05	2	0.1%
30.06	3	0.1%
30.07	3	0.1%
30.08	2	0.1%
30.09	1	< 0.1%

Value	Count	Frequency (%)
37	1	< 0.1%
36.99	5	0.2%
36.98	3	0.1%
36.97	5	0.2%
36.96	5	0.2%
36.95	2	0.1%
36.94	4	0.2%
36.93	5	0.2%
36.92	2	0.1%
36.91	3	0.1%

WBC
Real number (ℝ)

Distinct	682
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3946357

Minimum	4.9
Maximum	11.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	4.9
5-th percentile	5.26
Q1	6.65
median	8.335
Q3	10.1525
95-th percentile	11.6525
Maximum	11.99
Range	7.09
Interquartile range (IQR)	3.5025

Descriptive statistics

Standard deviation	2.0411274
Coefficient of variation (CV)	0.24314664
Kurtosis	-1.1817815
Mean	8.3946357
Median Absolute Deviation (MAD)	1.745
Skewness	0.048232833
Sum	18434.62
Variance	4.1662012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.02	11	0.5%
7.9	10	0.5%
10.36	9	0.4%
5.82	9	0.4%
7.27	9	0.4%
6.65	8	0.4%
10.71	8	0.4%
10.31	8	0.4%
11.16	8	0.4%
6.82	8	0.4%
Other values (672)	2108	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.9	2	0.1%
4.91	5	0.2%
4.92	3	0.1%
4.93	3	0.1%
4.94	7	0.3%
4.95	4	0.2%
4.96	2	0.1%
4.97	2	0.1%
4.98	1	< 0.1%
4.99	4	0.2%

Value	Count	Frequency (%)
11.99	6	0.3%
11.98	3	0.1%
11.97	6	0.3%
11.95	4	0.2%
11.94	4	0.2%
11.93	6	0.3%
11.92	3	0.1%
11.91	2	0.1%
11.9	2	0.1%
11.89	1	< 0.1%

Plt
Real number (ℝ)

Distinct	2137
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.27199

Minimum	98.23
Maximum	508.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	98.23
5-th percentile	119.8
Q1	202.635
median	307.41
Q3	404.855
95-th percentile	488.3025
Maximum	508.76
Range	410.53
Interquartile range (IQR)	202.22

Descriptive statistics

Standard deviation	117.73831
Coefficient of variation (CV)	0.38568329
Kurtosis	-1.1859891
Mean	305.27199
Median Absolute Deviation (MAD)	101.04
Skewness	-0.016783814
Sum	670377.3
Variance	13862.309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
380.5	2	0.1%
418.92	2	0.1%
121.54	2	0.1%
458.49	2	0.1%
268.13	2	0.1%
416.26	2	0.1%
227.12	2	0.1%
307.84	2	0.1%
110.27	2	0.1%
229.78	2	0.1%
Other values (2127)	2176	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
98.23	1	< 0.1%
98.31	1	< 0.1%
98.37	1	< 0.1%
98.4	1	< 0.1%
98.71	1	< 0.1%
98.93	1	< 0.1%
99.02	1	< 0.1%
99.05	1	< 0.1%
99.08	1	< 0.1%
99.53	1	< 0.1%

Value	Count	Frequency (%)
508.76	1	< 0.1%
508.71	1	< 0.1%
508.43	1	< 0.1%
507.6	1	< 0.1%
507.51	1	< 0.1%
507.47	1	< 0.1%
507.39	1	< 0.1%
507.34	1	< 0.1%
507.25	1	< 0.1%
507.21	1	< 0.1%

hbA
Real number (ℝ)

HIGH CORRELATION

Distinct	1439
Distinct (%)	65.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.804276

Minimum	57.4
Maximum	97.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	57.4
5-th percentile	59.2875
Q1	63.905
median	69.49
Q3	76.7675
95-th percentile	97.335
Maximum	97.98
Range	40.58
Interquartile range (IQR)	12.8625

Descriptive statistics

Standard deviation	13.008079
Coefficient of variation (CV)	0.17625102
Kurtosis	-0.86604757
Mean	73.804276
Median Absolute Deviation (MAD)	6.18
Skewness	0.79693724
Sum	162074.19
Variance	169.21013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.69	8	0.4%
97.85	6	0.3%
61.32	5	0.2%
97.37	5	0.2%
60.94	5	0.2%
74.95	5	0.2%
94.02	5	0.2%
65.04	5	0.2%
68.36	5	0.2%
97.69	4	0.2%
Other values (1429)	2143	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
57.4	1	< 0.1%
57.61	1	< 0.1%
57.66	1	< 0.1%
57.68	2	0.1%
57.7	2	0.1%
57.76	1	< 0.1%
57.83	1	< 0.1%
57.87	1	< 0.1%
57.89	1	< 0.1%
57.9	1	< 0.1%

Value	Count	Frequency (%)
97.98	2	0.1%
97.97	2	0.1%
97.94	1	< 0.1%
97.93	1	< 0.1%
97.92	1	< 0.1%
97.9	2	0.1%
97.89	1	< 0.1%
97.88	3	0.1%
97.87	2	0.1%
97.86	2	0.1%

hbA2
Real number (ℝ)

HIGH CORRELATION

Distinct	396
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2291257

Minimum	2
Maximum	7.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.3 KiB

Quantile statistics

Minimum	2
5-th percentile	2.1
Q1	2.47
median	2.93
Q3	3.4525
95-th percentile	6.1325
Maximum	7.19
Range	5.19
Interquartile range (IQR)	0.9825

Descriptive statistics

Standard deviation	1.1485572
Coefficient of variation (CV)	0.35568675
Kurtosis	2.7034314
Mean	3.2291257
Median Absolute Deviation (MAD)	0.49
Skewness	1.7581375
Sum	7091.16
Variance	1.3191837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.66	20	0.9%
3.23	19	0.9%
2.63	19	0.9%
2.21	18	0.8%
3.42	18	0.8%
2.18	18	0.8%
2.16	17	0.8%
2.29	17	0.8%
2.24	17	0.8%
3.47	17	0.8%
Other values (386)	2016	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	5	0.2%
2.01	10	0.5%
2.02	13	0.6%
2.03	15	0.7%
2.04	13	0.6%
2.05	6	0.3%
2.06	16	0.7%
2.07	6	0.3%
2.08	8	0.4%
2.09	9	0.4%

Value	Count	Frequency (%)
7.19	1	< 0.1%
7.18	5	0.2%
7.16	4	0.2%
7.15	4	0.2%
7.14	2	0.1%
7.13	5	0.2%
7.09	1	< 0.1%
7.07	2	0.1%
7.06	1	< 0.1%
7.05	1	< 0.1%

Thalassemia Type
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	144.6 KiB

Beta Major	1027
Alpha Major	623
Beta Minor	340
Alpha Minor	206

Length

Max length	11
Median length	10
Mean length	10.377505
Min length	10

Characters and Unicode

Total characters	22789
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Alpha Major
2nd row	Beta Major
3rd row	Alpha Major
4th row	Beta Major
5th row	Alpha Major

Common Values

Value	Count	Frequency (%)
Beta Major	1027	46.8%
Alpha Major	623	28.4%
Beta Minor	340	15.5%
Alpha Minor	206	9.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
major	1650	37.6%
beta	1367	31.1%
alpha	829	18.9%
minor	546	12.4%

Most occurring characters

Value	Count	Frequency (%)
a	3846	16.9%
	2196	9.6%
M	2196	9.6%
o	2196	9.6%
r	2196	9.6%
j	1650	7.2%
B	1367	6.0%
e	1367	6.0%
t	1367	6.0%
A	829	3.6%
Other values (5)	3579	15.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16201	71.1%
Uppercase Letter	4392	19.3%
Space Separator	2196	9.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3846	23.7%
o	2196	13.6%
r	2196	13.6%
j	1650	10.2%
e	1367	8.4%
t	1367	8.4%
l	829	5.1%
p	829	5.1%
h	829	5.1%
i	546	3.4%

Uppercase Letter

Value	Count	Frequency (%)
M	2196	50.0%
B	1367	31.1%
A	829	18.9%

Space Separator

Value	Count	Frequency (%)
	2196	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	20593	90.4%
Common	2196	9.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3846	18.7%
M	2196	10.7%
o	2196	10.7%
r	2196	10.7%
j	1650	8.0%
B	1367	6.6%
e	1367	6.6%
t	1367	6.6%
A	829	4.0%
l	829	4.0%
Other values (4)	2750	13.4%

Common

Value	Count	Frequency (%)
	2196	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22789	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3846	16.9%
	2196	9.6%
M	2196	9.6%
o	2196	9.6%
r	2196	9.6%
j	1650	7.2%
B	1367	6.0%
e	1367	6.0%
t	1367	6.0%
A	829	3.6%
Other values (5)	3579	15.7%

Auto

Heatmap
Table

	Age	Hb	PCV	RBC	MCV	MCH	MCHC	RDW	WBC	Plt	hbA	hbA2	Sex	Thalassemia Type
Age	1.000	-0.059	0.004	-0.008	0.008	0.017	-0.010	-0.002	-0.006	0.012	0.031	0.028	0.048	0.000
Hb	-0.059	1.000	0.263	-0.005	0.019	-0.006	0.272	0.007	0.031	-0.006	0.009	0.033	0.683	0.021
PCV	0.004	0.263	1.000	0.003	0.025	-0.002	0.067	0.018	0.035	0.028	-0.017	0.015	0.252	0.000
RBC	-0.008	-0.005	0.003	1.000	-0.332	0.062	-0.942	0.002	0.014	-0.022	-0.056	-0.015	0.043	0.043
MCV	0.008	0.019	0.025	-0.332	1.000	-0.015	0.317	0.007	-0.018	-0.027	0.003	0.009	0.031	0.000
MCH	0.017	-0.006	-0.002	0.062	-0.015	1.000	-0.054	0.004	-0.027	0.002	0.018	0.016	0.031	0.040
MCHC	-0.010	0.272	0.067	-0.942	0.317	-0.054	1.000	0.006	0.001	0.022	0.046	0.022	0.193	0.022
RDW	-0.002	0.007	0.018	0.002	0.007	0.004	0.006	1.000	0.008	-0.013	0.001	0.017	0.000	0.000
WBC	-0.006	0.031	0.035	0.014	-0.018	-0.027	0.001	0.008	1.000	-0.011	0.010	0.023	0.000	0.000
Plt	0.012	-0.006	0.028	-0.022	-0.027	0.002	0.022	-0.013	-0.011	1.000	0.013	0.008	0.000	0.017
hbA	0.031	0.009	-0.017	-0.056	0.003	0.018	0.046	0.001	0.010	0.013	1.000	0.210	0.000	0.673
hbA2	0.028	0.033	0.015	-0.015	0.009	0.016	0.022	0.017	0.023	0.008	0.210	1.000	0.000	0.571
Sex	0.048	0.683	0.252	0.043	0.031	0.031	0.193	0.000	0.000	0.000	0.000	0.000	1.000	0.036
Thalassemia Type	0.000	0.021	0.000	0.043	0.000	0.040	0.022	0.000	0.000	0.017	0.673	0.571	0.036	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Sex	Age	Hb	PCV	RBC	MCV	MCH	MCHC	RDW	WBC	Plt	hbA	hbA2	Thalassemia Type
0	F	5.99	8.24	27.33	3.63	52.79	16.59	20.94	32.14	11.10	288.00	74.03	2.01	Alpha Major
1	M	10.75	9.02	35.52	1.51	78.25	16.71	56.89	33.47	4.99	262.78	70.95	3.38	Beta Major
2	F	29.66	8.92	33.42	3.81	62.24	16.12	23.23	34.26	5.47	416.05	65.15	2.58	Alpha Major
3	M	37.75	9.77	29.79	3.35	50.81	26.62	27.65	30.04	6.04	340.33	59.08	3.43	Beta Major
4	M	12.33	8.99	30.91	4.15	54.42	18.33	21.30	36.57	8.25	257.68	65.61	2.52	Alpha Major
5	M	41.68	8.32	28.94	4.19	78.41	16.56	18.87	35.49	10.48	451.31	67.95	3.40	Beta Major
6	F	41.05	7.58	23.14	2.55	72.65	26.00	29.31	33.19	6.21	129.39	64.40	2.02	Alpha Major
7	M	22.99	8.87	35.40	2.02	61.49	23.77	38.71	36.34	8.54	438.82	58.56	3.25	Beta Major
8	M	20.98	9.73	35.17	2.72	53.44	24.20	32.11	31.19	9.76	173.26	76.79	2.18	Alpha Major
9	F	24.26	8.73	29.98	2.98	52.13	17.07	29.27	30.34	8.38	363.30	62.35	2.93	Beta Major

	Sex	Age	Hb	PCV	RBC	MCV	MCH	MCHC	RDW	WBC	Plt	hbA	hbA2	Thalassemia Type
2186	F	12.17	8.89	30.78	1.93	75.70	22.52	35.89	30.21	11.94	314.71	70.49	2.12	Alpha Major
2187	F	13.79	8.37	27.60	4.03	55.48	18.58	19.07	32.80	10.25	424.16	72.74	3.62	Beta Major
2188	M	7.87	9.23	26.67	2.16	79.20	18.82	35.86	32.21	7.24	237.74	64.17	2.52	Beta Major
2189	F	12.85	7.26	23.19	1.75	79.47	21.01	36.23	31.52	11.25	439.91	69.22	3.11	Alpha Major
2190	M	18.91	9.92	32.88	3.68	34.35	26.14	25.20	33.76	6.00	107.08	67.19	3.12	Alpha Major
2191	F	27.74	8.20	29.22	4.39	46.62	19.74	18.39	32.77	10.33	340.18	65.72	2.06	Beta Major
2192	M	17.92	9.88	35.24	2.12	84.74	16.56	41.19	34.50	8.01	455.02	64.19	2.39	Beta Major
2193	M	26.27	8.73	32.38	2.38	69.90	20.34	33.42	33.30	8.06	237.42	69.54	2.68	Beta Major
2194	F	7.51	7.77	34.07	4.27	69.50	21.56	18.11	36.83	8.71	136.80	65.95	2.85	Alpha Major
2195	M	14.58	8.60	35.00	3.16	68.62	20.00	26.03	30.44	11.97	196.15	93.95	5.78	Beta Minor

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample